Overview
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 998 |
| Missing cells | 1256 |
| Missing cells (%) | 11.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 138.4 KiB |
| Average record size in memory | 142.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
| Unsupported | 1 |
BMI (kg/m²) is highly overall correlated with Sex | High correlation |
Sex is highly overall correlated with BMI (kg/m²) | High correlation |
ldl_cholesterol_mmol_L_consolidated is highly overall correlated with total_cholesterol_mmol_L | High correlation |
total_cholesterol_mmol_L is highly overall correlated with ldl_cholesterol_mmol_L_consolidated | High correlation |
study_week has 998 (100.0%) missing values | Missing |
albumin_g_dL has 56 (5.6%) missing values | Missing |
total_protein_g_dL has 69 (6.9%) missing values | Missing |
total_cholesterol_mmol_L has 26 (2.6%) missing values | Missing |
hdl_cholesterol_mmol_L_consolidated has 26 (2.6%) missing values | Missing |
ldl_cholesterol_mmol_L_consolidated has 26 (2.6%) missing values | Missing |
triglycerides_mmol_L_consolidated has 26 (2.6%) missing values | Missing |
fasting_glucose_mmol_L has 24 (2.4%) missing values | Missing |
study_week is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2025-11-25 06:48:40.936878 |
|---|---|
| Analysis finished | 2025-11-25 06:48:44.314603 |
| Duration | 3.38 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Age (at enrolment)
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.599198 |
| Minimum | 41 |
|---|---|
| Maximum | 71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 49 |
| median | 53 |
| Q3 | 59 |
| 95-th percentile | 63 |
| Maximum | 71 |
| Range | 30 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.9694709 |
|---|---|
| Coefficient of variation (CV) | 0.11137239 |
| Kurtosis | -0.97067221 |
| Mean | 53.599198 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.064769631 |
| Sum | 53492 |
| Variance | 35.634583 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 53 | 63 | 6.3% |
| 55 | 61 | 6.1% |
| 48 | 57 | 5.7% |
| 62 | 56 | 5.6% |
| 49 | 55 | 5.5% |
| 50 | 52 | 5.2% |
| 52 | 52 | 5.2% |
| 47 | 50 | 5.0% |
| 54 | 46 | 4.6% |
| 60 | 46 | 4.6% |
| Other values (19) | 460 |
| Value | Count | Frequency (%) |
| 41 | 4 | 0.4% |
| 42 | 4 | 0.4% |
| 43 | 18 | 1.8% |
| 44 | 30 | |
| 45 | 39 | |
| 46 | 39 | |
| 47 | 50 | |
| 48 | 57 | |
| 49 | 55 | |
| 50 | 52 |
| Value | Count | Frequency (%) |
| 71 | 1 | 0.1% |
| 68 | 1 | 0.1% |
| 67 | 1 | 0.1% |
| 66 | 3 | 0.3% |
| 65 | 8 | 0.8% |
| 64 | 16 | 1.6% |
| 63 | 36 | |
| 62 | 56 | |
| 61 | 40 | |
| 60 | 46 |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.4 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.995992 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 501 | |
| Female | 497 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 501 | |
| female | 497 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3988 | |
| Uppercase Letter | 998 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| m | 497 | 12.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 501 | |
| F | 497 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4986 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4986 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
BMI (kg/m²)
Real number (ℝ)
High correlation
| Distinct | 816 |
|---|---|
| Distinct (%) | 82.2% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.560846 |
| Minimum | 15.24 |
|---|---|
| Maximum | 65.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 15.24 |
|---|---|
| 5-th percentile | 18.286 |
| Q1 | 23.53 |
| median | 29.07 |
| Q3 | 34.52 |
| 95-th percentile | 42.696 |
| Maximum | 65.89 |
| Range | 50.65 |
| Interquartile range (IQR) | 10.99 |
Descriptive statistics
| Standard deviation | 7.7932914 |
|---|---|
| Coefficient of variation (CV) | 0.2636356 |
| Kurtosis | 0.67413325 |
| Mean | 29.560846 |
| Median Absolute Deviation (MAD) | 5.49 |
| Skewness | 0.63362711 |
| Sum | 29353.92 |
| Variance | 60.735391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.47 | 3 | 0.3% |
| 34.76 | 3 | 0.3% |
| 31.26 | 3 | 0.3% |
| 32.57 | 3 | 0.3% |
| 30.94 | 3 | 0.3% |
| 26.96 | 3 | 0.3% |
| 28.55 | 3 | 0.3% |
| 27.85 | 3 | 0.3% |
| 30.5 | 3 | 0.3% |
| 37.2 | 3 | 0.3% |
| Other values (806) | 963 | |
| (Missing) | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 15.24 | 1 | |
| 15.3 | 1 | |
| 15.39 | 1 | |
| 15.46 | 1 | |
| 15.69 | 1 | |
| 15.85 | 1 | |
| 15.93 | 1 | |
| 16.14 | 1 | |
| 16.21 | 1 | |
| 16.34 | 1 |
| Value | Count | Frequency (%) |
| 65.89 | 1 | |
| 62.84 | 1 | |
| 58.62 | 1 | |
| 56.42 | 1 | |
| 56.09 | 1 | |
| 53.91 | 1 | |
| 53.85 | 1 | |
| 53.13 | 1 | |
| 52.89 | 1 | |
| 51.37 | 1 |
study_week
Unsupported
Missing Rejected Unsupported
| Missing | 998 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 15.6 KiB |
albumin_g_dL
Real number (ℝ)
Missing
| Distinct | 42 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 56 |
| Missing (%) | 5.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.72293 |
| Minimum | 29.5 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 29.5 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 40 |
| median | 42 |
| Q3 | 43.5 |
| 95-th percentile | 46 |
| Maximum | 60 |
| Range | 30.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.0735208 |
|---|---|
| Coefficient of variation (CV) | 0.073665027 |
| Kurtosis | 3.1810547 |
| Mean | 41.72293 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.32038988 |
| Sum | 39303 |
| Variance | 9.44653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 41 | 118 | |
| 42 | 109 | |
| 43 | 95 | 9.5% |
| 40 | 72 | 7.2% |
| 44 | 60 | 6.0% |
| 45 | 50 | 5.0% |
| 39 | 50 | 5.0% |
| 38 | 49 | 4.9% |
| 41.5 | 37 | 3.7% |
| 40.5 | 33 | 3.3% |
| Other values (32) | 269 | |
| (Missing) | 56 | 5.6% |
| Value | Count | Frequency (%) |
| 29.5 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 31 | 2 | 0.2% |
| 31.5 | 1 | 0.1% |
| 32.5 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 34 | 3 | 0.3% |
| 35 | 7 | 0.7% |
| 35.5 | 1 | 0.1% |
| 36 | 18 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.1% |
| 58 | 1 | 0.1% |
| 56 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 52 | 2 | 0.2% |
| 50 | 2 | 0.2% |
| 49 | 5 | |
| 48.5 | 3 | |
| 48 | 6 | |
| 47.5 | 3 |
total_protein_g_dL
Real number (ℝ)
Missing
| Distinct | 868 |
|---|---|
| Distinct (%) | 93.4% |
| Missing | 69 |
| Missing (%) | 6.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.019494 |
| Minimum | 12.09 |
|---|---|
| Maximum | 261.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 12.09 |
|---|---|
| 5-th percentile | 24.886 |
| Q1 | 37.15 |
| median | 49.1 |
| Q3 | 66.7 |
| 95-th percentile | 100.98 |
| Maximum | 261.25 |
| Range | 249.16 |
| Interquartile range (IQR) | 29.55 |
Descriptive statistics
| Standard deviation | 26.854133 |
|---|---|
| Coefficient of variation (CV) | 0.48808398 |
| Kurtosis | 7.6577044 |
| Mean | 55.019494 |
| Median Absolute Deviation (MAD) | 14.07 |
| Skewness | 2.0273365 |
| Sum | 51113.11 |
| Variance | 721.14448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49.72 | 3 | 0.3% |
| 32.77 | 3 | 0.3% |
| 54.92 | 3 | 0.3% |
| 65.15 | 2 | 0.2% |
| 59.78 | 2 | 0.2% |
| 30.58 | 2 | 0.2% |
| 44.92 | 2 | 0.2% |
| 42.07 | 2 | 0.2% |
| 35.45 | 2 | 0.2% |
| 62.49 | 2 | 0.2% |
| Other values (858) | 906 | |
| (Missing) | 69 | 6.9% |
| Value | Count | Frequency (%) |
| 12.09 | 1 | |
| 12.99 | 1 | |
| 14.38 | 1 | |
| 16.25 | 1 | |
| 17.44 | 1 | |
| 17.52 | 1 | |
| 18.02 | 1 | |
| 18.14 | 1 | |
| 18.15 | 1 | |
| 18.41 | 1 |
| Value | Count | Frequency (%) |
| 261.25 | 1 | |
| 209.4 | 1 | |
| 194.44 | 1 | |
| 184.78 | 1 | |
| 184.58 | 1 | |
| 174.97 | 1 | |
| 167.66 | 1 | |
| 166.31 | 1 | |
| 162.3 | 1 | |
| 150.85 | 1 |
total_cholesterol_mmol_L
Real number (ℝ)
High correlation Missing
| Distinct | 369 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3946914 |
| Minimum | 1.6 |
|---|---|
| Maximum | 11.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1.6 |
|---|---|
| 5-th percentile | 2.8555 |
| Q1 | 3.68 |
| median | 4.35 |
| Q3 | 5.02 |
| 95-th percentile | 6.1745 |
| Maximum | 11.98 |
| Range | 10.38 |
| Interquartile range (IQR) | 1.34 |
Descriptive statistics
| Standard deviation | 1.0298543 |
|---|---|
| Coefficient of variation (CV) | 0.23434052 |
| Kurtosis | 2.8989069 |
| Mean | 4.3946914 |
| Median Absolute Deviation (MAD) | 0.67 |
| Skewness | 0.72446762 |
| Sum | 4271.64 |
| Variance | 1.0605998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.11 | 11 | 1.1% |
| 4.04 | 10 | 1.0% |
| 4.75 | 9 | 0.9% |
| 3.75 | 8 | 0.8% |
| 4.45 | 8 | 0.8% |
| 5.42 | 7 | 0.7% |
| 3.55 | 7 | 0.7% |
| 4.37 | 7 | 0.7% |
| 4.09 | 7 | 0.7% |
| 4.08 | 7 | 0.7% |
| Other values (359) | 891 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 1.6 | 1 | |
| 1.8 | 1 | |
| 1.82 | 1 | |
| 2 | 1 | |
| 2.15 | 1 | |
| 2.18 | 1 | |
| 2.2 | 1 | |
| 2.28 | 1 | |
| 2.33 | 1 | |
| 2.35 | 1 |
| Value | Count | Frequency (%) |
| 11.98 | 1 | |
| 7.82 | 1 | |
| 7.71 | 1 | |
| 7.6 | 1 | |
| 7.43 | 1 | |
| 7.3 | 1 | |
| 7.24 | 1 | |
| 7.2 | 1 | |
| 7.09 | 1 | |
| 7.08 | 2 |
hdl_cholesterol_mmol_L_consolidated
Real number (ℝ)
Missing
| Distinct | 175 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3130247 |
| Minimum | 0.49 |
|---|---|
| Maximum | 3.24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.49 |
|---|---|
| 5-th percentile | 0.85 |
| Q1 | 1.05 |
| median | 1.245 |
| Q3 | 1.47 |
| 95-th percentile | 2.06 |
| Maximum | 3.24 |
| Range | 2.75 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.38605468 |
|---|---|
| Coefficient of variation (CV) | 0.29401936 |
| Kurtosis | 3.5288924 |
| Mean | 1.3130247 |
| Median Absolute Deviation (MAD) | 0.205 |
| Skewness | 1.4660611 |
| Sum | 1276.26 |
| Variance | 0.14903822 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.07 | 18 | 1.8% |
| 1.14 | 17 | 1.7% |
| 1.05 | 17 | 1.7% |
| 1.09 | 17 | 1.7% |
| 1.15 | 17 | 1.7% |
| 1.13 | 16 | 1.6% |
| 1.03 | 15 | 1.5% |
| 1.44 | 15 | 1.5% |
| 1.08 | 15 | 1.5% |
| 1.26 | 15 | 1.5% |
| Other values (165) | 810 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 0.49 | 1 | 0.1% |
| 0.61 | 1 | 0.1% |
| 0.62 | 1 | 0.1% |
| 0.64 | 1 | 0.1% |
| 0.65 | 2 | |
| 0.66 | 2 | |
| 0.67 | 2 | |
| 0.68 | 3 | |
| 0.69 | 1 | 0.1% |
| 0.71 | 2 |
| Value | Count | Frequency (%) |
| 3.24 | 1 | 0.1% |
| 3.14 | 1 | 0.1% |
| 3.13 | 1 | 0.1% |
| 3.11 | 1 | 0.1% |
| 3.09 | 1 | 0.1% |
| 2.97 | 3 | |
| 2.79 | 1 | 0.1% |
| 2.58 | 1 | 0.1% |
| 2.52 | 1 | 0.1% |
| 2.5 | 2 |
ldl_cholesterol_mmol_L_consolidated
Real number (ℝ)
High correlation Missing
| Distinct | 341 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6102778 |
| Minimum | 0.03 |
|---|---|
| Maximum | 9.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.96 |
| median | 2.59 |
| Q3 | 3.18 |
| 95-th percentile | 4.259 |
| Maximum | 9.74 |
| Range | 9.71 |
| Interquartile range (IQR) | 1.22 |
Descriptive statistics
| Standard deviation | 0.93922499 |
|---|---|
| Coefficient of variation (CV) | 0.35981802 |
| Kurtosis | 3.1099517 |
| Mean | 2.6102778 |
| Median Absolute Deviation (MAD) | 0.61 |
| Skewness | 0.58581124 |
| Sum | 2537.19 |
| Variance | 0.88214359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.7 | 12 | 1.2% |
| 2.37 | 8 | 0.8% |
| 2.41 | 8 | 0.8% |
| 3.02 | 8 | 0.8% |
| 2.16 | 8 | 0.8% |
| 2.39 | 8 | 0.8% |
| 2.09 | 7 | 0.7% |
| 2.3 | 7 | 0.7% |
| 2.91 | 7 | 0.7% |
| 2.36 | 7 | 0.7% |
| Other values (331) | 892 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 0.03 | 1 | |
| 0.14 | 1 | |
| 0.15 | 1 | |
| 0.18 | 1 | |
| 0.21 | 1 | |
| 0.26 | 2 | |
| 0.27 | 1 | |
| 0.28 | 1 | |
| 0.33 | 1 | |
| 0.45 | 1 |
| Value | Count | Frequency (%) |
| 9.74 | 1 | |
| 5.55 | 1 | |
| 5.36 | 1 | |
| 5.22 | 1 | |
| 5.12 | 1 | |
| 5.06 | 1 | |
| 4.99 | 1 | |
| 4.98 | 1 | |
| 4.88 | 1 | |
| 4.83 | 1 |
triglycerides_mmol_L_consolidated
Real number (ℝ)
Missing
| Distinct | 207 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0413786 |
| Minimum | 0.22 |
|---|---|
| Maximum | 10.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 0.42 |
| Q1 | 0.64 |
| median | 0.85 |
| Q3 | 1.21 |
| 95-th percentile | 2.1545 |
| Maximum | 10.42 |
| Range | 10.2 |
| Interquartile range (IQR) | 0.57 |
Descriptive statistics
| Standard deviation | 0.74350213 |
|---|---|
| Coefficient of variation (CV) | 0.71395949 |
| Kurtosis | 38.239011 |
| Mean | 1.0413786 |
| Median Absolute Deviation (MAD) | 0.255 |
| Skewness | 4.6665268 |
| Sum | 1012.22 |
| Variance | 0.55279542 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.82 | 17 | 1.7% |
| 0.81 | 17 | 1.7% |
| 0.71 | 16 | 1.6% |
| 0.66 | 16 | 1.6% |
| 0.69 | 15 | 1.5% |
| 0.83 | 14 | 1.4% |
| 0.54 | 14 | 1.4% |
| 0.67 | 13 | 1.3% |
| 0.65 | 13 | 1.3% |
| 0.78 | 13 | 1.3% |
| Other values (197) | 824 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 0.22 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| 0.28 | 1 | 0.1% |
| 0.3 | 2 | 0.2% |
| 0.32 | 2 | 0.2% |
| 0.33 | 4 | |
| 0.34 | 4 | |
| 0.35 | 6 | |
| 0.36 | 2 | 0.2% |
| 0.37 | 5 |
| Value | Count | Frequency (%) |
| 10.42 | 1 | |
| 7.24 | 1 | |
| 5.6 | 2 | |
| 5.45 | 1 | |
| 5.24 | 1 | |
| 5.13 | 1 | |
| 5.01 | 1 | |
| 4.54 | 1 | |
| 4.4 | 1 | |
| 4.06 | 1 |
fasting_glucose_mmol_L
Real number (ℝ)
Missing
| Distinct | 360 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 24 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3995483 |
| Minimum | 3.13 |
|---|---|
| Maximum | 29.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 3.13 |
|---|---|
| 5-th percentile | 3.88 |
| Q1 | 4.5125 |
| median | 5.03 |
| Q3 | 5.59 |
| 95-th percentile | 8.1415 |
| Maximum | 29.76 |
| Range | 26.63 |
| Interquartile range (IQR) | 1.0775 |
Descriptive statistics
| Standard deviation | 1.9540223 |
|---|---|
| Coefficient of variation (CV) | 0.36188625 |
| Kurtosis | 40.469736 |
| Mean | 5.3995483 |
| Median Absolute Deviation (MAD) | 0.54 |
| Skewness | 5.1699169 |
| Sum | 5259.16 |
| Variance | 3.8182031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.03 | 10 | 1.0% |
| 4.75 | 9 | 0.9% |
| 4.99 | 9 | 0.9% |
| 4.96 | 8 | 0.8% |
| 5.16 | 8 | 0.8% |
| 5.19 | 8 | 0.8% |
| 4.87 | 8 | 0.8% |
| 4.27 | 8 | 0.8% |
| 5.05 | 7 | 0.7% |
| 5.02 | 7 | 0.7% |
| Other values (350) | 892 | |
| (Missing) | 24 | 2.4% |
| Value | Count | Frequency (%) |
| 3.13 | 1 | |
| 3.21 | 1 | |
| 3.37 | 1 | |
| 3.42 | 1 | |
| 3.44 | 1 | |
| 3.45 | 1 | |
| 3.47 | 1 | |
| 3.48 | 1 | |
| 3.5 | 1 | |
| 3.55 | 2 |
| Value | Count | Frequency (%) |
| 29.76 | 1 | |
| 20.21 | 1 | |
| 20.03 | 1 | |
| 19.78 | 1 | |
| 17.7 | 1 | |
| 16.79 | 1 | |
| 16.44 | 1 | |
| 14.44 | 1 | |
| 14.37 | 1 | |
| 14.19 | 1 |
Interactions
Correlations
| Age (at enrolment) | BMI (kg/m²) | Sex | albumin_g_dL | fasting_glucose_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | total_cholesterol_mmol_L | total_protein_g_dL | triglycerides_mmol_L_consolidated | |
|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | 0.120 | 0.138 | -0.044 | 0.105 | -0.028 | 0.101 | 0.091 | -0.139 | 0.045 |
| BMI (kg/m²) | 0.120 | 1.000 | 0.507 | -0.185 | 0.241 | -0.311 | 0.236 | 0.111 | -0.134 | 0.134 |
| Sex | 0.138 | 0.507 | 1.000 | 0.263 | 0.036 | 0.137 | 0.221 | 0.152 | 0.268 | 0.165 |
| albumin_g_dL | -0.044 | -0.185 | 0.263 | 1.000 | 0.067 | 0.097 | 0.107 | 0.191 | 0.095 | 0.193 |
| fasting_glucose_mmol_L | 0.105 | 0.241 | 0.036 | 0.067 | 1.000 | -0.181 | 0.059 | 0.065 | -0.015 | 0.298 |
| hdl_cholesterol_mmol_L_consolidated | -0.028 | -0.311 | 0.137 | 0.097 | -0.181 | 1.000 | 0.035 | 0.304 | 0.002 | -0.255 |
| ldl_cholesterol_mmol_L_consolidated | 0.101 | 0.236 | 0.221 | 0.107 | 0.059 | 0.035 | 1.000 | 0.895 | -0.022 | 0.139 |
| total_cholesterol_mmol_L | 0.091 | 0.111 | 0.152 | 0.191 | 0.065 | 0.304 | 0.895 | 1.000 | -0.006 | 0.270 |
| total_protein_g_dL | -0.139 | -0.134 | 0.268 | 0.095 | -0.015 | 0.002 | -0.022 | -0.006 | 1.000 | 0.104 |
| triglycerides_mmol_L_consolidated | 0.045 | 0.134 | 0.165 | 0.193 | 0.298 | -0.255 | 0.139 | 0.270 | 0.104 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Age (at enrolment) | Sex | BMI (kg/m²) | study_week | albumin_g_dL | total_protein_g_dL | total_cholesterol_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | triglycerides_mmol_L_consolidated | fasting_glucose_mmol_L | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 985 | 62.0 | Female | 26.78 | NaN | 43.0 | 65.81 | 5.58 | 1.55 | 3.28 | 1.64 | 7.59 |
| 986 | 54.0 | Female | 29.52 | NaN | 43.5 | 67.05 | 2.91 | 0.66 | 1.59 | 1.46 | 4.44 |
| 987 | 62.0 | Female | 17.77 | NaN | 43.0 | 66.70 | 4.04 | 1.54 | 2.27 | 0.50 | 4.32 |
| 988 | 54.0 | Female | 20.45 | NaN | 44.0 | 100.92 | 4.28 | 1.42 | 2.50 | 0.80 | 4.22 |
| 989 | 58.0 | Female | 33.99 | NaN | 40.0 | 75.00 | 5.22 | 1.17 | 3.64 | 0.90 | 6.76 |
| 990 | 58.0 | Female | 23.46 | NaN | 41.0 | NaN | 4.62 | 1.60 | 2.69 | 0.73 | 4.30 |
| 991 | 60.0 | Female | 21.40 | NaN | 35.0 | 52.66 | 2.87 | 1.07 | 0.81 | 5.24 | 4.64 |
| 992 | 59.0 | Female | 20.78 | NaN | 41.5 | 43.69 | 3.07 | 0.90 | 1.57 | 1.31 | 3.47 |
| 993 | 53.0 | Female | 21.30 | NaN | 43.5 | 100.03 | 3.86 | 1.18 | 2.31 | 0.81 | 4.10 |
| 994 | 59.0 | Female | 26.00 | NaN | 54.0 | 57.29 | 5.56 | 1.05 | 3.92 | 1.30 | 4.61 |
| Age (at enrolment) | Sex | BMI (kg/m²) | study_week | albumin_g_dL | total_protein_g_dL | total_cholesterol_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | triglycerides_mmol_L_consolidated | fasting_glucose_mmol_L | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1973 | 54.0 | Male | 35.84 | NaN | 42.0 | 34.92 | 5.83 | 2.07 | 3.35 | 0.91 | 5.05 |
| 1974 | 60.0 | Male | 27.86 | NaN | 41.5 | 70.45 | 4.61 | 1.32 | 2.96 | 0.73 | 5.65 |
| 1975 | 53.0 | Male | 35.00 | NaN | NaN | 75.51 | NaN | NaN | NaN | NaN | NaN |
| 1976 | 53.0 | Male | 26.79 | NaN | 41.0 | 30.48 | 4.37 | 1.00 | 3.02 | 0.78 | 4.68 |
| 1977 | 54.0 | Male | 39.20 | NaN | 41.0 | 27.37 | 3.44 | 1.13 | 1.94 | 0.81 | 6.48 |
| 1978 | 46.0 | Male | 26.31 | NaN | 41.0 | 36.34 | 4.24 | 1.46 | 2.57 | 0.47 | 3.71 |
| 1979 | 57.0 | Male | 36.79 | NaN | 43.0 | 36.19 | 4.41 | 0.97 | 2.74 | 1.55 | 5.11 |
| 1980 | 50.0 | Male | 37.20 | NaN | NaN | 32.77 | 3.77 | 1.02 | 2.39 | 0.80 | 4.86 |
| 1981 | 43.0 | Male | 34.99 | NaN | 38.5 | 56.35 | 4.56 | 1.49 | 2.84 | 0.50 | 4.26 |
| 1982 | 56.0 | Male | 33.87 | NaN | 41.0 | 35.86 | 6.75 | 1.48 | 4.76 | 1.12 | 5.68 |